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Low-cost scalable quartz crystal microbalance array for environmental sensing

机译:用于环境传感的低成本可扩展石英晶体微天平阵列

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摘要

Proliferation of environmental sensors for internet of things (IoT) applications has increased the need for low-cost platforms capable of accommodating multiple sensors. Quartz crystal microbalance (QCM) crystals coated with nanometer-thin sensor films are suitable for use in high-resolution (~1 ng) selective gas sensor applications. We demonstrate a scalable array for measuring frequency response of six QCM sensors controlled by low-cost Arduino microcontrollers and a USB multiplexer. Gas pulses and data acquisition were controlled by a LabVIEW user interface. We test the sensor array by measuring the frequency shift of crystals coated with different compositions of polymer composites based on poly(3,4-ethylenedioxythiophene):polystyrene sulfonate (PEDOT:PSS) while films are exposed to water vapor and oxygen inside a controlled environmental chamber. Our sensor array exhibits comparable performance to that of a commercial QCM system, while enabling high-throughput 6 QCM testing for under $1,000. We use deep neural network structures to process sensor response and demonstrate that the QCM array is suitable for gas sensing, environmental monitoring, and electronic-nose applications.
机译:用于物联网(IoT)应用程序的环境传感器的激增,增加了对可容纳多个传感器的低成本平台的需求。涂有纳米薄膜传感器膜的石英晶体微天平(QCM)晶体适用于高分辨率(〜1 ng)选择性气体传感器应用。我们展示了一种可扩展的阵列,用于测量由低成本Arduino微控制器和USB多路复用器控制的六个QCM传感器的频率响应。气体脉冲和数据采集由LabVIEW用户界面控制。我们通过测量涂有不同成分的基于聚(3,4-乙撑二氧噻吩):聚苯乙烯磺酸盐(PEDOT:PSS)的聚合物复合材料的晶体的频移来测试传感器阵列,同时将膜暴露在受控环境下的水蒸气和氧气中室。我们的传感器阵列具有与商用QCM系统相当的性能,同时能够以不到1,000美元的价格进行高通量6 QCM测试。我们使用深层神经网络结构来处理传感器响应,并证明QCM阵列适用于气体传感,环境监测和电子鼻应用。

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  • 来源
    《Organic sensors and bioelectronics IX》|2016年|99440Y.1-99440Y.8|共8页
  • 会议地点 San Diego CA(US)
  • 作者单位

    Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, TN 37831 ,Bredesen Center for Energy Science and Engineering, University of Tennessee, Knoxville, TN 37996;

    Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, TN 37831;

    Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, TN 37831;

    Faculty of Mathematics, Physics and Informatics, Comenius University, Mlynska dolina, 842 48 Bratislava, Slovakia;

    Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, TN 37831;

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  • 正文语种 eng
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